Real ChatGPT answer · index seedOxu5f5CBPyEcompleteB2B software · developer toolscommercial

Looking for the best static analysis tools for Python that I can add to our pre-commit hooks to catch common security vulnerabilities and style issues automatically.

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for the best static analysis tools for Python that I can add to our pre-commit hooks to catch common security vulnerabilities and style issues automatically.
2 real searches · 1 real-search pass
Python security static analysis tools Bandit Ruff Semgrep pre-commit official documentation 2026Google ↗
OBSERVED
Python type checking mypy pyright pre-commit official docsGoogle ↗
OBSERVED

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Python security static analysis tools Bandit Ruff Semgrep pre-commit official documentation 2026 Google ↗
Python type checking mypy pyright pre-commit official docs Google ↗
  1. Ruff documentation · docs.astral.sh
  2. Bandit documentation · bandit.readthedocs.io
  3. Semgrep website · semgrep.dev
  4. Pyright documentation · microsoft.github.io
  5. mypy website · mypy-lang.org
  6. Gitleaks repository · github.com
  7. Linting Code · owasp.github.io
  8. Static Application Security Testing (SAST) · owasp.github.io
  9. Python Code Analysis Libraries · awesome-python.com
  10. Python Linters and Type Checkers: Ruff, mypy, Pyright and more · awesomepython.dev
  11. Pre-commit · owasp.github.io

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Python security static analysis tools Bandit Ruff Semgrep pre-commit official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Python type checking mypy pyright pre-commit official docs
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1